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| Criterion | ![]() Knowledge Modeling Shape-First Modeling | ![]() Systems Thinking Intervention Mapping | ![]() Decision Making OODA Loop |
|---|---|---|---|
Purposedifferent | Shape-First Modeling defines data quality through shapes before implementation or integration frays at the edges. The approach fits when validation and data contracts should be part of the design from the start. | Intervention Mapping translates a need for change into a planned, evaluable program. The method connects target group, determinants, actions, and measurement into a traceable chain. | In dynamic situations, decisions become outdated faster than they can be prepared. The OODA Loop holds observing, orienting, deciding, and acting together as a recurring rhythm so reaction does not slide into inertia. |
Complexitydifferent | Medium | High | Medium |
Timedifferent | Halber Tag pro Domain Slice | 1-5 Tage | 15-60 min je Zyklus |
Participantsdifferent | 1-4 | 4-12 | 1-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Logic Model, Change Objectives, Intervention Components, Evaluation Plan | Situation Assessment, Decision Loop, Action Updates |
Tagsno overlap | Knowledge graphValidationSemantic | ChangeSystems thinkingCapability | DecisionChangeLearningStrategy |
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